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Fatigue monitoring through wearables: a state-of-the-art review
The objective measurement of fatigue is of critical relevance in areas such as occupational
health and safety as fatigue impairs cognitive and motor performance, thus reducing …
health and safety as fatigue impairs cognitive and motor performance, thus reducing …
A review on EEG-based automatic sleepiness detection systems for driver
Electroencephalography-based sleepiness detection system (ESDS) is a brain-computer
interface that evaluates a driver's sleepiness level directly from cerebral activity. The goals of …
interface that evaluates a driver's sleepiness level directly from cerebral activity. The goals of …
Deep CNN models-based ensemble approach to driver drowsiness detection
M Dua, Shakshi, R Singla, S Raj, A Jangra - Neural Computing and …, 2021 - Springer
Statistics have shown that many accidents occur due to drowsy condition of drivers. In a
study conducted by National Sleep Foundation, it has been found that about 20% of drivers …
study conducted by National Sleep Foundation, it has been found that about 20% of drivers …
Detection and prediction of driver drowsiness using artificial neural network models
CJ de Naurois, C Bourdin, A Stratulat, E Diaz… - Accident Analysis & …, 2019 - Elsevier
Not just detecting but also predicting impairment of a car driver's operational state is a
challenge. This study aims to determine whether the standard sources of information used to …
challenge. This study aims to determine whether the standard sources of information used to …
Early identification and detection of driver drowsiness by hybrid machine learning
Drunkenness or exhaustion is a leading cause of car accidents, with severe implications for
road safety. More fatal accidents could be avoided if fatigued drivers were warned ahead of …
road safety. More fatal accidents could be avoided if fatigued drivers were warned ahead of …
Estimation of driver vigilance status using real-time facial expression and deep learning
R Tamanani, R Muresan, A Al-Dweik - IEEE Sensors Letters, 2021 - ieeexplore.ieee.org
Drowsiness is responsible for many fatal accidents on highways. Accuracy and performance
are key metrics related to many researched techniques for the detection of drivers' …
are key metrics related to many researched techniques for the detection of drivers' …
Machine learning and end-to-end deep learning for monitoring driver distractions from physiological and visual signals
It is only a matter of time until autonomous vehicles become ubiquitous; however, human
driving supervision will remain a necessity for decades. To assess the driver's ability to take …
driving supervision will remain a necessity for decades. To assess the driver's ability to take …
[HTML][HTML] Assessment of the potential of wrist-worn wearable sensors for driver drowsiness detection
T Kundinger, N Sofra, A Riener - Sensors, 2020 - mdpi.com
Drowsy driving imposes a high safety risk. Current systems often use driving behavior
parameters for driver drowsiness detection. The continuous driving automation reduces the …
parameters for driver drowsiness detection. The continuous driving automation reduces the …
When smart wearables meet intelligent vehicles: Challenges and future directions
W Sun, J Liu, H Zhang - IEEE wireless communications, 2017 - ieeexplore.ieee.org
IoT has become the largest network worldwide, of which smart wearables and intelligent
vehicles constitute essential parts. The integration of smart wearables and intelligent …
vehicles constitute essential parts. The integration of smart wearables and intelligent …
[HTML][HTML] Driver fatigue detection systems using multi-sensors, smartphone, and cloud-based computing platforms: a comparative analysis
Internet of things (IoT) cloud-based applications deliver advanced solutions for smart cities
to decrease traffic accidents caused by driver fatigue while driving on the road …
to decrease traffic accidents caused by driver fatigue while driving on the road …